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Better intelligence for your product

Boundless is the inference partner for AI-native companies, combining pre-optimized model APIs with hands-on engineering for cost, latency, and throughput.

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Offerings

From optimized APIs to engineered inference

Forward deployed engineering

Inference built around your product.

Our engineers select the model, tune the serving path to your traffic, and operate it against your latency, throughput, and cost targets.

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Model library

Better economics for frontier intelligence

Get started in seconds with our drop-in API.

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The right model, chosen by experts.

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We are experts in open-weight models. We identify the right model for your workload, then implement and operate it for the performance and economics your product demands.

How it works

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Synthetic dataEvalsLong-horizon jobsAgent rolloutsBatch processing

• Step 1

Identify the right model

We match your quality threshold, context shape, latency target, traffic pattern, and budget against the models we have benchmarked, then select the one that fits.

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[ Quality threshold ][ Traffic pattern ][ Latency target ][ Model fit ][ Context shape ][ Serving approach ]

• Step 2

Tune it to your traffic

Our engineers tune precision, parallelism, caching, batching, and routing under your real traffic, so the serving path is shaped to your workload before launch.

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[ GLM-5.2 ][ DeepSeek-V4-Flash ][ Nemotron 3 Super ][ Qwen3.6 ][ Kimi K3 ]

• Step 3

Operate it in production

We run the model day to day, retuning as your traffic changes. The result is lower cost per task, lower p95 latency, and higher throughput from the same GPUs. When a better model ships, we move you to it.

Build beyond the old cost curve.

Fit

Is Boundless right for your team?

Boundless is for AI-native companies moving open-weight models into production looking for better economics.

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[ Fit 01 ]

Inference is central to your product and cost base.

[ Fit 02 ]

You are building on open-weight models or actively evaluating them.

[ Fit 03 ]

You have recurring production traffic, not a one-off experiment.

[ Fit 04 ]

You want a hands-on inference partner to customize your experience.